README.md

metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:108121
  - loss:TripletLoss
base_model: sentence-transformers/all-mpnet-base-v2
widget:
  - source_sentence: >-
      NAME: Zucchini, Peppers, and Tomatoes


      CATEGORY: Lunch/Snacks


      KEYWORDS: Peppers, Vegetable, Low Protein, Low Cholesterol, < 60 Mins,
      Inexpensive, Lunch/Snacks


      TOOLS: pan


      INGREDIENTS: zucchini, butter, olive oil, onion, bell pepper, chopped
      tomato, basil, oregano, feta cheese, parmesan cheese, black olive


      INSTRUCTIONS: 

      Wash, trim, and slice zucchini.

      Salt zucchini lightly and allow to drain for about ten minutes, then pat
      dry.

      Heat the butter and oil, sauté onions until wilted.

      Add the zucchini and peppers, cook 2 to 3 minutes.

      Stir in tomatoes, herbs, and add salt and pepper to taste.

      Cook 4 to 5 minutes, or until the vegetables are tender.

      If the tomatoes are especially juicy, cook briefly over high heat to
      reduce pan juices.

      Remove from heat, stir in optional feta and olives or parmesan, if
      desired.
    sentences:
      - >-
        NAME: Zuvers Barbecue Sauce


        CATEGORY: Sauces


        KEYWORDS: < 30 Mins, Sauces


        TOOLS: sauce pan, separate bowl


        INGREDIENTS: molasses, ketchup, apple cider vinegar, worcestershire
        sauce, liquid smoke, brown sugar, onion powder, chili powder, dry
        mustard, garlic powder, cornstarch, water


        INSTRUCTIONS: 

        Mix first 5 ingredients in sauce pan.  Turn burner on low.

        Mix next 5 dry ingredients in a separate bowl, and stir into the wet
        ingredients a little at a time, to make sure everything is smooth.

        Once it is all mixed together, turn burner to medium and bring to a
        simmer, stirring occassionally.  Simmer 15 minutes to meld flavors.

        Mix cornstarch and water, stir into sauce and simmer 5 more minutes.
      - >-
        NAME: Honey BBQ Wings Like Kfc's


        CATEGORY: < 4 Hours


        KEYWORDS: < 4 Hours


        TOOLS: cooling rack, small saucepan


        INGREDIENTS: purpose flour, salt, black pepper, chicken wing, bbq sauce,
        honey


        INSTRUCTIONS: 

        In a shallow dish, combine flour, salt, and pepper.

        Coat chicken in flour mixture; refrigerate for 1 hour; coat chicken
        again with remaining flour mixture.

        In a small saucepan, heat BBQ sauce and honey until warm; turn heat to
        low and keep warm.

        Deep-fry chicken, 8-10 pieces at a time, in 375 degree oil for 13
        minutes.

        Drain chicken on cooling racks.

        Immediately toss fried chicken with BBQ sauce mixture.

        Repeat with remaining chicken.
      - >-
        NAME: Whipped Carrots


        CATEGORY: Vegetable


        KEYWORDS: Low Protein, < 60 Mins, Easy, Vegetable


        TOOLS: peeler, mixer, mixing bowl, large saucepan, knife


        INGREDIENTS: carrot, butter, nutmeg, milk, salt


        INSTRUCTIONS: 

        Wash the carrots and peel and trim ends.

        Cut the carrots in half and place in a large saucepan with enough water
        to cover them. Add salt and bring to a boil.

        Cook until tender.

        Drain the carrots and place them in a mixing bowl. Add milk, butter and
        nutmeg. Beat with an electric beater until smooth.
  - source_sentence: >-
      NAME: Beef and Cabbage Soup  a La  Shoneys


      CATEGORY: Low Cholesterol


      KEYWORDS: < 60 Mins, Low Cholesterol


      TOOLS: knife, pan


      INGREDIENTS: ground beef, cabbage, celery rib, bell pepper, onion, kidney
      bean, tomato, beef bouillon cube, garlic clove, worcestershire sauce,
      water, pepper


      INSTRUCTIONS: 

      Dice the vegetables.

      Brown the ground beef.

      Drain.

      Add onion, celery, bell pepper and garlic.

      Cook until wilted.

      Add the diced cabbage.

      Add tomatoes juice and all.

      Add Worcestershire sauce.

      Add pepper.

      Add 2 cups water.

      add boullion cubes

      Add drained beans.

      Cook 30 minutes.
    sentences:
      - >-
        NAME: Lemon Cupcakes


        CATEGORY: Dessert


        KEYWORDS: Lemon, Citrus, Fruit, < 60 Mins, Dessert


        TOOLS: oven, wire rack, spatula, mixing bowl, cake pan, eletric mixer,
        toothpick


        INGREDIENTS: butter, butter, lemon, white flour, baking powder, salt,
        egg, sugar, butter, powdered sugar, lemon juice


        INSTRUCTIONS: 

        Preheat the oven to 325°F Insert liners into medium cupcake pans.

        Prepare cupcakes. Melt butter and lemon zest on low heat; the heat helps
        release the flavors and spice the butter.

        In a bowl, sift flour, baking powder and salt.

        Place eggs and sugar in a mixing bowl, beating on medium speed.

        Gradually add in the dry ingredients, alternating with the melted butter
        and mix until mixture is light and airy.

        Fill the cupcake liners two-third full.

        Bake for 20-25 minutes or until cupcakes are springy to the touch and a
        toothpick inserted in cupcake's center comes out clean.

        Remove from oven and cool on wire rack for 10 minutes.

        Prepare glaze: in an eletric mixer,beat butter with powdered sugar and
        lemon juice until frosting is integrated and smooth (add 1 more
        tablespoon of lemon juice for creamier texture if desired).

        Using a spatula, spread frosting on each cupcake, decorating with lemon
        zest.
      - >-
        NAME: Scones


        CATEGORY: Scones


        KEYWORDS: Quick Breads, Breads, Healthy, Kid Friendly, Brunch, < 15
        Mins, Easy, Scones


        TOOLS: bowl, knife, glass


        INGREDIENTS: self raising flour, salt, butter, milk, flour


        INSTRUCTIONS: 

        Sift flour and salt into a bowl.

        Melt butter and pour into flour.

        Add milk gradually, stirring with a knife, until you have a moist dough.

        Turn onto a floured board, knead lightly, then press dough out until it
        is about 1 inch thick.

        Cut with a cookie cutter or glass, and place on a hot floured tray, with
        each scone touching.

        Bake at 220C for 10-15 minutes.

        Serve hot with chilled butter, and strawberry jam!
      - >-
        NAME: Asparagus, Bean, and Feta Salad


        CATEGORY: Vegetable


        KEYWORDS: Low Cholesterol, Healthy, < 30 Mins, Easy, Vegetable


        TOOLS: steamer, large bowl, whisk


        INGREDIENTS: asparagus, cannellini bean, radish, feta cheese, green
        onion, lemon juice, mint, olive oil, salt, black pepper


        INSTRUCTIONS: 

        steam the asparagus, covered, 2 minutes or until crsip-tender. Rinse
        asparagus with cold water and drain.

        Combine asparagus and next 4 ingredients in a large bowl.

        Combine the juice and remaining ingredients in a small bowl; stir well
        with a whisk. Pour over asparagus mixture and toss gently to coat.
  - source_sentence: |-
      NAME: Lemon Broccoli

      CATEGORY: Vegetable

      KEYWORDS: Low Protein, < 15 Mins, Stove Top, Easy, Vegetable

      TOOLS: 

      INGREDIENTS: broccoli floret, lemon juice, butter, lemon rind

      INSTRUCTIONS: 
      Steam florets until they are crisp-tender, about 6 minutes.
      Drain well.
      Toss with lemon juice, butter, and lemon rind.
    sentences:
      - >-
        NAME: Party Pinwheels


        CATEGORY: < 30 Mins


        KEYWORDS: Easy, < 30 Mins


        TOOLS: platter, bowl


        INGREDIENTS: cream cheese, dill weed, green onion, bell pepper, celery,
        flour tortilla, salsa


        INSTRUCTIONS: 

        Mix first three ingredients together.  Mix well.

        Spread on Tortillas.

        If using peppers and/or celery sprinkle over tortillas.

        Roll up each tortilla tightly.

        Wrap in saran wrap.

        Chill at least 2 hours.  I recommend overnight.

        Before serving, slice into 1 inch slices and put on platter.  Serve with
        a bowl of salsa or taco sauce.
      - >-
        NAME: Healthy Veggie Scramble


        CATEGORY: Breakfast


        KEYWORDS: Vegetable, Very Low Carbs, < 15 Mins, Easy, Breakfast


        TOOLS: 


        INGREDIENTS: egg, spinach, onion, green pepper, mushroom, tomato


        INSTRUCTIONS: 

        Sautee veggies with non-fat cooking spray, add scrambled eggs, cook
        until done.
      - >-
        NAME: Baked Banana Oatmeal


        CATEGORY: Breakfast


        KEYWORDS: Healthy, Kid Friendly, Brunch, < 60 Mins, Easy, From Scratch,
        Breakfast


        TOOLS: oven, knife, prepared pan


        INGREDIENTS: rolled oat, oat, baking powder, salt, cinnamon, sugar, egg,
        banana, skim milk, vanilla, brown sugar


        INSTRUCTIONS: 

        Preheat oven to 375.

        Spray an 8 inch square pan with cooking spray.

        Stir together oats, baking powder, salt and cinnamon.

        Add sugar, an egg, 1 mashed banana, milk and vanilla. Stir just until
        combined.

        Pour into prepared pan and top with a layer of sliced bananas.

        Bake for 25 minutes.

        Top with brown sugar and broil until golden. About 3-4 minutes, but
        watch it carefully!
  - source_sentence: >-
      NAME: Carrots and Mushrooms Saute


      CATEGORY: Vegetable


      KEYWORDS: European, Low Protein, Low Cholesterol, Hanukkah, < 60 Mins,
      Stove Top, Easy, Vegetable


      TOOLS: large skillet, pot, medium saucepan


      INGREDIENTS: carrot, olive oil, garlic clove, mushroom, sugar, dry thyme,
      salt, black pepper


      INSTRUCTIONS: 

      Place carrots in a medium saucepan.  Add water to cover by one inch. 
      Bring to a boil.  Partially cover and boil until tender crisp, about 5-8
      minutes.  Drain.

      Heat olive oil in a large skillet over medium low heat.  Add garlic and
      mushrooms and saute, stirring occasionally, until mushroom liquid
      evaporates, about 6 minutes.

      Add carrots, sugar, thyme, salt and pepper, cover and cook over low heat
      15 minutes. Uncover, remove garlic; discard. Increase heat to medium-high;
      cook, stirring often, until carrots and mushrooms are very lightly
      browned, 2-5 minutes.
    sentences:
      - >-
        NAME: Yummy Garlicky Green Beans


        CATEGORY: Vegetable


        KEYWORDS: Low Protein, Low Cholesterol, < 30 Mins, Easy, Vegetable


        TOOLS: skillet, pan, knife block


        INGREDIENTS: olive oil, green bean, salt, garlic clove


        INSTRUCTIONS: 

        Heat the olive oil in a skillet on medium heat. Add green beans making
        sure that olive oil is distributed evenly, season with salt depending on
        your taste. Saute for about 10-15 minutes until softened but still
        crispy. Add minced garlic coating all green beans evenly for about 2-3
        minutes, not too long as you don't want the garlic to brown at all--this
        can leave a bitter flavor. Immediately take off heat, let sit for
        another 2-3 minute Enjoy!

        I love garlic and usually use the 6 cloves, but you can use less to your
        taste.
      - >-
        NAME: Ramadan Date Bars


        CATEGORY: Bar Cookie


        KEYWORDS: Dessert, Cookie & Brownie, Fruit, Toddler Friendly, Kid
        Friendly, Ramadan, < 60 Mins, Easy, Bar Cookie


        TOOLS: knife, oven, mixer, pan


        INGREDIENTS: butter, brown sugar, egg, vanilla essence, self raising
        flour, date, walnut


        INSTRUCTIONS: 

        Preheat oven to 350 F.

        Cream the butter and sugar together.

        Beat in the egg and vanilla essence.

        Fold in the flour, mix well.

        add in chopped dates and walnuts.

        baked in a greased 9x13 pan for 20 - 25 minutes

        cut into bars or squares when cooled.
      - >-
        NAME: Easiest BBQ Chicken Ever


        CATEGORY: Chicken


        KEYWORDS: Poultry, Meat, Weeknight, Oven, < 4 Hours, Easy, Chicken


        TOOLS: glass casserole dish, oven, glass


        INGREDIENTS: chicken breast, bbq sauce, brown sugar, butter, chili
        powder


        INSTRUCTIONS: 

        Melt butter in glass casserole dish, put in frozen chicken, top with
        brown sugar, chili powder and pour bbq sauce over; bake at 400 for one
        hour.
  - source_sentence: >-
      NAME: Lemon-Limeade Concentrate


      CATEGORY: Beverages


      KEYWORDS: Lemon, Lime, Citrus, Fruit, Canadian, Low Protein, Low
      Cholesterol, Healthy, Summer, < 15 Mins, Refrigerator, Beginner Cook,
      Stove Top, Easy, Beverages


      TOOLS: pot, fridge


      INGREDIENTS: sugar, water, lemon juice, lime juice


      INSTRUCTIONS: 

      Combine sugar and water.

      Bring to a boil, stirring occasionally.

      Boil 5 minutes, stirring occasionally.

      Let cool.

      Stir in lemon and lime juices.

      Put in a jar with a tight fitting lid.

      Seal and refrigerate at least 6 hours before using.

      This can be kept in the fridge for up to 2 weeks.
    sentences:
      - >-
        NAME: Party Punch Ice Ring


        CATEGORY: Punch Beverage


        KEYWORDS: Beverages, Fruit, Low Protein, Low Cholesterol, Healthy, Free
        Of..., Potluck, Spring, Summer, Winter, Christmas, Hanukkah, Ramadan,
        Weeknight, St. Patrick's Day, Freezer, < 4 Hours, Easy, Punch Beverage


        TOOLS: punch bowl


        INGREDIENTS: ginger ale, lemon juice


        INSTRUCTIONS: 

        Decoration suggestions:

        Apricot halves.

        mint leaves.

        orange peel.

        green grapes.

        strawberries.

        Mix ginger ale with lemon juice.

        Pour 2 1/2 cups of the mixture into a 1 quart ring.

        Freeze.

        Arrange desired decorations on top of the ice.

        Slowly, pour remaining juice mixture over the top so that you don't
        disturb your decorations.

        Freeze -- To unmold, run cold water over the bottom; it will then slip
        out.

        Float in the top of your punch bowl for a very pretty presentation.
      - >-
        NAME: Crock Pot Cream of Spinach Soup


        CATEGORY: Spinach


        KEYWORDS: Cheese, Greens, Vegetable, Very Low Carbs, Winter, Brunch, <
        15 Mins, Beginner Cook, Easy, Inexpensive, Spinach


        TOOLS: to crock pot, pan


        INGREDIENTS: frozen spinach, cream cheese, milk, chicken broth, onion,
        cayenne pepper, paprika


        INSTRUCTIONS: 

        Drain the spinach and add to crock pot.

        Dump all the other ingredients into the crock pot.

        Cook on low for 6-8 hours.

        ENJOY!
      - >-
        NAME: Spiced Mushrooms


        CATEGORY: Lunch/Snacks


        KEYWORDS: Vegetable, Asian, Indian, Low Protein, Vegan, Spicy, Savory, <
        30 Mins, Lunch/Snacks


        TOOLS: bowl, wok, glass


        INGREDIENTS: button mushroom, ground cardamom, ground black pepper,
        ground nutmeg, ground cumin, ground coriander, ground turmeric, olive
        oil


        INSTRUCTIONS: 

        Place mushrooms into a large ceramic, glass or plastic bowl.

        Combine two thirds of oil, cardamom, pepper, nutmeg, cumin, coriander
        and turmeric in a small jug.

        Pour mixture over mushrooms and toss well to coat mushrooms in mixture.

        Set aside to marinate for 15 minutes.

        Heat a wok over high heat until hot.

        Add remaining oil and mushrooms and stir-fry for 3-4 minutes or until
        golden and just tender.

        Serve hot.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
  - cosine_accuracy
model-index:
  - name: SentenceTransformer based on sentence-transformers/all-mpnet-base-v2
    results:
      - task:
          type: triplet
          name: Triplet
        dataset:
          name: dev
          type: dev
        metrics:
          - type: cosine_accuracy
            value: 0.9024872183799744
            name: Cosine Accuracy

SentenceTransformer based on sentence-transformers/all-mpnet-base-v2

This is a sentence-transformers model finetuned from sentence-transformers/all-mpnet-base-v2. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

• Model Type: Sentence Transformer
• Base model: sentence-transformers/all-mpnet-base-v2
• Maximum Sequence Length: 384 tokens
• Output Dimensionality: 768 dimensions
• Similarity Function: Cosine Similarity

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 384, 'do_lower_case': False}) with Transformer model: MPNetModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("GPTasty/TastyRecipesEmbedderV2")
# Run inference
sentences = [
    'NAME: Lemon-Limeade Concentrate\n\nCATEGORY: Beverages\n\nKEYWORDS: Lemon, Lime, Citrus, Fruit, Canadian, Low Protein, Low Cholesterol, Healthy, Summer, < 15 Mins, Refrigerator, Beginner Cook, Stove Top, Easy, Beverages\n\nTOOLS: pot, fridge\n\nINGREDIENTS: sugar, water, lemon juice, lime juice\n\nINSTRUCTIONS: \nCombine sugar and water.\nBring to a boil, stirring occasionally.\nBoil 5 minutes, stirring occasionally.\nLet cool.\nStir in lemon and lime juices.\nPut in a jar with a tight fitting lid.\nSeal and refrigerate at least 6 hours before using.\nThis can be kept in the fridge for up to 2 weeks.',
    "NAME: Party Punch Ice Ring\n\nCATEGORY: Punch Beverage\n\nKEYWORDS: Beverages, Fruit, Low Protein, Low Cholesterol, Healthy, Free Of..., Potluck, Spring, Summer, Winter, Christmas, Hanukkah, Ramadan, Weeknight, St. Patrick's Day, Freezer, < 4 Hours, Easy, Punch Beverage\n\nTOOLS: punch bowl\n\nINGREDIENTS: ginger ale, lemon juice\n\nINSTRUCTIONS: \nDecoration suggestions:\nApricot halves.\nmint leaves.\norange peel.\ngreen grapes.\nstrawberries.\nMix ginger ale with lemon juice.\nPour 2 1/2 cups of the mixture into a 1 quart ring.\nFreeze.\nArrange desired decorations on top of the ice.\nSlowly, pour remaining juice mixture over the top so that you don't disturb your decorations.\nFreeze -- To unmold, run cold water over the bottom; it will then slip out.\nFloat in the top of your punch bowl for a very pretty presentation.",
    'NAME: Crock Pot Cream of Spinach Soup\n\nCATEGORY: Spinach\n\nKEYWORDS: Cheese, Greens, Vegetable, Very Low Carbs, Winter, Brunch, < 15 Mins, Beginner Cook, Easy, Inexpensive, Spinach\n\nTOOLS: to crock pot, pan\n\nINGREDIENTS: frozen spinach, cream cheese, milk, chicken broth, onion, cayenne pepper, paprika\n\nINSTRUCTIONS: \nDrain the spinach and add to crock pot.\nDump all the other ingredients into the crock pot.\nCook on low for 6-8 hours.\nENJOY!',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Evaluation

Metrics

Triplet

• Dataset: dev
• Evaluated with TripletEvaluator

Metric	Value
cosine_accuracy	0.9025

Training Details

Training Dataset

Unnamed Dataset

• Size: 108,121 training samples
• Columns: sentence_0, sentence_1, and sentence_2
• Approximate statistics based on the first 1000 samples:

  	sentence_0	sentence_1	sentence_2
  type	string	string	string
  details	min: 46 tokens mean: 180.14 tokens max: 384 tokens	min: 44 tokens mean: 182.29 tokens max: 384 tokens	min: 54 tokens mean: 204.96 tokens max: 384 tokens

• Samples:

  sentence_0	sentence_1	sentence_2
  NAME: Cupcake Cream Cheese Frosting CATEGORY: Dessert KEYWORDS: < 15 Mins, Easy, Dessert TOOLS: INGREDIENTS: cream cheese, butter, vanilla, powdered sugar INSTRUCTIONS: Blend all ingredients until smooth.	NAME: Creamy Caramel Apple Cider CATEGORY: Beverages KEYWORDS: Thanksgiving, Halloween, Sweet, < 30 Mins, Easy, Beverages TOOLS: medium saucepan, steamer, small chilled bowl INGREDIENTS: heavy cream, brown sugar, apple cider, water, heavy cream, brown sugar INSTRUCTIONS: First, bring the cream and brown sugar to a boil in a medium saucepan over medium heat. Stir in the cider and the water and raise the heat to medium high, heating just until the cider begins to steam, about 4 minutes. Divide among 4 mugs, top each one with 2 tablespoons of caramel whipped cream (recipe follows) and serve immediately. Caramel Whipped Cream: In a small chilled bowl, whip the heavy cream with the brown sugar until soft peaks form.	NAME: My Mom's Burger Soup CATEGORY: Potato KEYWORDS: Vegetable, Meat, Kid Friendly, < 60 Mins, Easy, Potato TOOLS: large pot, pan INGREDIENTS: lean ground beef, onion, corn, tomato sauce, potato, water INSTRUCTIONS: Put ground beef and onion in a large pot, break up beef as it browns over medium heat. When meat is browned, add corn, tomato sauce, then potatoes. Add enough water to fill pot almost to the top (I use a 6qt. pot). Bring to a boil, reduce heat and simmer until the potatoes are cooked. Season with salt and pepper. Serve with crusty bread and butter.
  NAME: Green Bean & Bacon Wraps CATEGORY: Beans KEYWORDS: Low Protein, Low Cholesterol, < 60 Mins, Easy, Beans TOOLS: baking dish, oven INGREDIENTS: green bean, bacon INSTRUCTIONS: Drain water off of green beans. Take five green beans and wrap with bacon end to end. Lay in shallow baking dish. Bake for 35 min at 375 degrees or until bacon is done. Add salt and pepper to taste.	NAME: German Warm Cabbage Salad (Krautsalat) CATEGORY: Vegetable KEYWORDS: German, European, Low Protein, Low Cholesterol, Free Of..., Savory, < 60 Mins, Easy, Inexpensive, Vegetable TOOLS: frying pan, knife INGREDIENTS: cabbage, bacon, onion, cider vinegar, garlic INSTRUCTIONS: Cut the bacon into tiny bits. Fry it in a big deep frying pan and fish out all the bits after they are crisp. Cut up the onion and garlic and fry them in the bacon fat. When they are brown, pour in the vinegar. Bring it just up to a simmer, add all the cabbage and bacon, toss it as you would a salad, and serve it. The cabbage doesn't cook, but it wilts a little under the hot vinegar.	NAME: Scandinavian Christmas Crispy Krumkake CATEGORY: Dessert KEYWORDS: Cookie & Brownie, Scandinavian, European, Christmas, < 30 Mins, Dessert TOOLS: oven, knife, mixer, spoon, medium bowl INGREDIENTS: sugar, butter, egg, milk, purpose flour, water INSTRUCTIONS: In a medium bowl, cream the sugar with the butter. Beat in the eggs until mixture is light and lemon colored. Beat in the milk and flour until blended and smooth. Let stand 30 minutes. Preheat krumkake iron over medium heat on top of range until a drop of water sizzles when dropped on top. Open iron; lightly brush inside top and bottom with shortening, oil or melted butter. Spoon 1 tablespoon batter onto center of hot iron. Close iron. Bake about 1 minute on each side until cookie is lightly browned. Insert tip of a knife under cookie to remove from iron; roll hot cookie into a cigar or cone shape. Cool on rack. Cookies become crisp as they cool. Repeat with remaining batter. Batter will thicken as you use it...
  NAME: Orlando Bloom's Pasta Au Pistou CATEGORY: Lunch/Snacks KEYWORDS: Vegetable, Caribbean, Low Cholesterol, Healthy, < 30 Mins, Small Appliance, Lunch/Snacks TOOLS: blender, saucepan, food processor INGREDIENTS: spaghetti, parsley, basil, garlic clove, parmesan cheese, salt, olive oil, onion, tomato, brown sugar INSTRUCTIONS: Cook the pasta according to directions until al dente, then drain and rinse. Pour the pasta back into the saucepan, and replace the lid to keep warm. In a blender or food processor, combine the parsley, basil, garlic, Parmesan, salt and 1 tablespoon of the oil. Process to a smooth paste. Heat the remaining tablespoon of oil in a medium frying pan. Add the onion and cook, stirring occasionally, for about 7 minutes or until soft. Add the tomatoes and cook for about 5 minutes. Reduce the heat and season, adding the brown sugar and cook for about 5 minutes. Remove from the heat and stir in the herb mixture. Toss the pasta with the sauce and serve immediately.	NAME: Tomato and Basil Pasta CATEGORY: Penne KEYWORDS: Vegetable, European, Low Cholesterol, Toddler Friendly, Healthy, Kid Friendly, < 30 Mins, Beginner Cook, Easy, Inexpensive, Penne TOOLS: knife, cooking pot, pan, potato masher, fork INGREDIENTS: olive oil, garlic clove, basil, crushed red pepper flake, chopped tomato, pasta, parmesan cheese, romano cheese INSTRUCTIONS: Cook pasta as per box instructions. While pasta is cooking, heat oil with copped garlic. Add a handful of chopped FRESH basil. Heat five minutes. Slowly stir in chopped tomatoes, juice and all. Add as much crushed red pepper flakes as you like, no more than 1 table. Cook until tomatoes are soft enough to crush, about 20 minutes on med-low. Crush tomatoes in pan with fork or potato masher. Drain pasta and return to cooking pot. Slowly add sauce and mix together. It will look like not enough sauce to cover pasta, but this is a lite sauce and not to overpowering. Add fresh grated parmasiano cheese or fresh romano ...	NAME: Spaghetti Kugel CATEGORY: < 60 Mins KEYWORDS: < 60 Mins TOOLS: pan, baking dish INGREDIENTS: cream cheese, butter, margarine, egg, sour cream, sugar, salt, vanilla, golden raisin, cinnamon INSTRUCTIONS: Cream cheese and butter, mixing until well blended. Blend in eggs, sour cream, sugar, vanilla, and salt. Add cooked spaghetti and raisins. Mix well. Pour mixture into a 2 1/2 quart baking dish. Sprinkle with cinnamon. Bake at 375 degrees for 30 to 35 minutes or until set.

• Loss: TripletLoss with these parameters:

  {
      "distance_metric": "TripletDistanceMetric.EUCLIDEAN",
      "triplet_margin": 5
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• num_train_epochs: 1
• fp16: True
• multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: steps
• prediction_loss_only: True
• per_device_train_batch_size: 8
• per_device_eval_batch_size: 8
• per_gpu_train_batch_size: None
• per_gpu_eval_batch_size: None
• gradient_accumulation_steps: 1
• eval_accumulation_steps: None
• torch_empty_cache_steps: None
• learning_rate: 5e-05
• weight_decay: 0.0
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1.0
• num_train_epochs: 1
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: {}
• warmup_ratio: 0.0
• warmup_steps: 0
• log_level: passive
• log_level_replica: warning
• log_on_each_node: True
• logging_nan_inf_filter: True
• save_safetensors: True
• save_on_each_node: False
• save_only_model: False
• restore_callback_states_from_checkpoint: False
• no_cuda: False
• use_cpu: False
• use_mps_device: False
• seed: 42
• data_seed: None
• jit_mode_eval: False
• use_ipex: False
• bf16: False
• fp16: True
• fp16_opt_level: O1
• half_precision_backend: auto
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• local_rank: 0
• ddp_backend: None
• tpu_num_cores: None
• tpu_metrics_debug: False
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_prefetch_factor: None
• past_index: -1
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: False
• ignore_data_skip: False
• fsdp: []
• fsdp_min_num_params: 0
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• tp_size: 0
• fsdp_transformer_layer_cls_to_wrap: None
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch
• optim_args: None
• adafactor: False
• group_by_length: False
• length_column_name: length
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• dataloader_pin_memory: True
• dataloader_persistent_workers: False
• skip_memory_metrics: True
• use_legacy_prediction_loop: False
• push_to_hub: False
• resume_from_checkpoint: None
• hub_model_id: None
• hub_strategy: every_save
• hub_private_repo: None
• hub_always_push: False
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_inputs_for_metrics: False
• include_for_metrics: []
• eval_do_concat_batches: True
• fp16_backend: auto
• push_to_hub_model_id: None
• push_to_hub_organization: None
• mp_parameters:
• auto_find_batch_size: False
• full_determinism: False
• torchdynamo: None
• ray_scope: last
• ddp_timeout: 1800
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• dispatch_batches: None
• split_batches: None
• include_tokens_per_second: False
• include_num_input_tokens_seen: False
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• use_liger_kernel: False
• eval_use_gather_object: False
• average_tokens_across_devices: False
• prompts: None
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: round_robin

Training Logs

Epoch	Step	Training Loss	dev_cosine_accuracy
0	0	-	0.9943
0.0370	500	4.1105	0.9579
0.0740	1000	3.6849	0.9568
0.1110	1500	3.7002	0.9688
0.1480	2000	3.6835	0.9553
0.1850	2500	3.6524	0.9438
0.2220	3000	3.647	0.9512
0.2590	3500	3.6126	0.9459
0.2959	4000	3.5819	0.9468
0.3329	4500	3.608	0.9456
0.3699	5000	3.6183	0.9493
0.4069	5500	3.6224	0.9166
0.4439	6000	3.6505	0.9380
0.4809	6500	3.5647	0.9055
0.5179	7000	3.578	0.9109
0.5549	7500	3.5536	0.9250
0.5919	8000	3.5693	0.9340
0.6289	8500	3.5777	0.9241
0.6659	9000	3.5123	0.9003
0.7029	9500	3.5304	0.9094
0.7399	10000	3.5692	0.9126
0.7769	10500	3.5485	0.8999
0.8139	11000	3.5491	0.9145
0.8508	11500	3.5322	0.9135
0.8878	12000	3.5212	0.9034
0.9248	12500	3.5389	0.9024
0.9618	13000	3.5122	0.9002
0.9988	13500	3.5146	0.9018
1.0	13516	-	0.9025

Framework Versions

• Python: 3.11.3
• Sentence Transformers: 3.4.1
• Transformers: 4.50.0
• PyTorch: 2.6.0+cu126
• Accelerate: 1.5.2
• Datasets: 3.4.1
• Tokenizers: 0.21.1

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

TripletLoss

@misc{hermans2017defense,
    title={In Defense of the Triplet Loss for Person Re-Identification},
    author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
    year={2017},
    eprint={1703.07737},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}